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Making pull requests less painful with an AI agent
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## Table of Contents - [News and Updates](#news-and-updates) - [Overview](#overview) - [Example results](#example-results) - [Features overview](#features-overview) - [Try it now](#try-it-now) - [Installation](#installation) - [PR-Agent Pro 💎](#pr-agent-pro-) - [How it works](#how-it-works) - [Why use PR-Agent?](#why-use-pr-agent) ## News and Updates ### Jan 28, 2024 - 💎 Test - A new tool, [`/test component_name`](https://github.com/Codium-ai/pr-agent/blob/main/docs/TEST.md), was added to PR-Agent Pro. The tool will generate tests for a selected component, based on the PR code changes. - 💎 Analyze - The [`/analyze`](https://github.com/Codium-ai/pr-agent/blob/main/docs/Analyze.md) tool was updated and simplified. It now presents a summary of the code components that were changed in the PR. ### Jan 21, 2024 - 💎 Custom suggestions - A new tool, `/custom_suggestions`, was added to PR-Agent Pro. The tool will propose only suggestions that follow specific guidelines defined by the user. See [here](https://github.com/Codium-ai/pr-agent/blob/main/docs/CUSTOM_SUGGESTIONS.md) for more details. ### Jan 17, 2024 - 💎 Inline file summary - The `describe` tool has a new option `--pr_description.inline_file_summary`, which allows to add a summary of each file changes to the Diffview page. See [here](https://github.com/Codium-ai/pr-agent/blob/main/docs/DESCRIBE.md#inline-file-summary-) - The `improve` tool can now present suggestions in a nice collapsible format, which significantly reduces the PR footprint. See [here](https://github.com/Codium-ai/pr-agent/blob/main/docs/IMPROVE.md#summarized-vs-commitable-code-suggestions) for more details. - To accompany the improved interface of the `improve` tool, we change the [default automation settings](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L116) of our GithupApp to: ``` pr_commands = [ "/describe --pr_description.add_original_user_description=true --pr_description.keep_original_user_title=true", "/review --pr_reviewer.num_code_suggestions=0", "/improve --pr_code_suggestions.summarize=true", ] ``` Meaning that by default, for each PR the `describe`, `review`, and `improve` tools will be triggered automatically, and the `improve` tool will present the suggestions in a single comment. You can of course overwrite these defaults by adding a `.pr_agent.toml` file to your repo. See [here](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#working-with-github-app). ### Jan 10, 2024 [LanceDB](https://lancedb.com/) is now supported as a locally hosted VectorDB for the `similar_issue` tool. See [here](./docs/SIMILAR_ISSUE.md) for more details. ## Overview
CodiumAI PR-Agent is an open-source tool to help efficiently review and handle pull requests. It automatically analyzes the pull request and can provide several types of commands: ‣ **Auto Description ([`/describe`](./docs/DESCRIBE.md))**: Automatically generating PR description - title, type, summary, code walkthrough and labels. \ ‣ **Auto Review ([`/review`](./docs/REVIEW.md))**: Adjustable feedback about the PR main theme, type, relevant tests, security issues, score, and various suggestions for the PR content. \ ‣ **Question Answering ([`/ask ...`](./docs/ASK.md))**: Answering free-text questions about the PR. \ ‣ **Code Suggestions ([`/improve`](./docs/IMPROVE.md))**: Committable code suggestions for improving the PR. \ ‣ **Update Changelog ([`/update_changelog`](./docs/UPDATE_CHANGELOG.md))**: Automatically updating the CHANGELOG.md file with the PR changes. \ ‣ **Find Similar Issue ([`/similar_issue`](./docs/SIMILAR_ISSUE.md))**: Automatically retrieves and presents similar issues. \ ‣ **Add Documentation 💎 ([`/add_docs`](./docs/ADD_DOCUMENTATION.md))**: Automatically adds documentation to methods/functions/classes that changed in the PR. \ ‣ **Generate Custom Labels 💎 ([`/generate_labels`](./docs/GENERATE_CUSTOM_LABELS.md))**: Automatically suggests custom labels based on the PR code changes. \ ‣ **Analyze 💎 ([`/analyze`](./docs/Analyze.md))**: Automatically analyzes the PR, and presents changes walkthrough for each component. \ ‣ **Custom Suggestions 💎 ([`/custom_suggestions`](./docs/CUSTOM_SUGGESTIONS.md))**: Automatically generates custom suggestions for improving the PR code, based on specific guidelines defined by the user. See the [Installation Guide](./INSTALL.md) for instructions on installing and running the tool on different git platforms. See the [Usage Guide](./Usage.md) for running the PR-Agent commands via different interfaces, including _CLI_, _online usage_, or by _automatically triggering_ them when a new PR is opened. See the [Tools Guide](./docs/TOOLS_GUIDE.md) for a detailed description of the different tools (tools are run via the commands). ## Example results

/describe


/improve


/generate_labels

[//]: # (

/reflect_and_review:

) [//]: # (
) [//]: # (

) [//]: # () [//]: # (

) [//]: # (
) [//]: # (

/ask:

) [//]: # (
) [//]: # (

) [//]: # () [//]: # (

) [//]: # (
) [//]: # (

/improve:

) [//]: # (
) [//]: # (

) [//]: # () [//]: # (

) [//]: # (
)

## Features overview `PR-Agent` offers extensive pull request functionalities across various git providers: | | | GitHub | Gitlab | Bitbucket | |-------|---------------------------------------------|:------:|:------:|:---------:| | TOOLS | Review | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | ⮑ Incremental | :white_check_mark: | | | | | ⮑ [SOC2 Compliance](https://github.com/Codium-ai/pr-agent/blob/main/docs/REVIEW.md#soc2-ticket-compliance-) 💎 | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | Ask | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | Describe | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | ⮑ [Inline file summary](https://github.com/Codium-ai/pr-agent/blob/main/docs/DESCRIBE.md#inline-file-summary-) 💎 | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | Improve | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | ⮑ Extended | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | [Custom Suggestions](https://github.com/Codium-ai/pr-agent/blob/main/docs/CUSTOM_SUGGESTIONS.md) 💎 | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | [Test](https://github.com/Codium-ai/pr-agent/blob/main/docs/Test.md) 💎 | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | Reflect and Review | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | Update CHANGELOG.md | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | Find Similar Issue | :white_check_mark: | | | | | [Add PR Documentation](https://github.com/Codium-ai/pr-agent/blob/main/docs/ADD_DOCUMENTATION.md) 💎 | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | [Generate Custom Labels](https://github.com/Codium-ai/pr-agent/blob/main/docs/DESCRIBE.md#handle-custom-labels-from-the-repos-labels-page-gem) 💎 | :white_check_mark: | :white_check_mark: | | | | [Analyze PR Components](https://github.com/Codium-ai/pr-agent/blob/main/docs/Analyze.md) 💎 | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | | | | | | USAGE | CLI | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | App / webhook | :white_check_mark: | :white_check_mark: | | | | Tagging bot | :white_check_mark: | | | | | Actions | :white_check_mark: | | | | | | | | | | CORE | PR compression | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | Repo language prioritization | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | Adaptive and token-aware
file patch fitting | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | Multiple models support | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | Incremental PR review | :white_check_mark: | | | | | [Static code analysis](https://github.com/Codium-ai/pr-agent/blob/main/docs/Analyze.md) 💎 | :white_check_mark: | :white_check_mark: | :white_check_mark: | | | [Global configuration](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#global-configuration-file-) 💎 | :white_check_mark: | :white_check_mark: | :white_check_mark: | - 💎 means this feature is available only in [PR-Agent Pro](https://www.codium.ai/pricing/) - Support for additional git providers is described in [here](./docs/Full_environments.md) ## Try it now Try the GPT-4 powered PR-Agent instantly on _your public GitHub repository_. Just mention `@CodiumAI-Agent` and add the desired command in any PR comment. The agent will generate a response based on your command. For example, add a comment to any pull request with the following text: ``` @CodiumAI-Agent /review ``` and the agent will respond with a review of your PR ![Review generation process](https://www.codium.ai/images/demo-2.gif) To set up your own PR-Agent, see the [Installation](#installation) section below. Note that when you set your own PR-Agent or use CodiumAI hosted PR-Agent, there is no need to mention `@CodiumAI-Agent ...`. Instead, directly start with the command, e.g., `/ask ...`. --- ## Installation To use your own version of PR-Agent, you first need to acquire two tokens: 1. An OpenAI key from [here](https://platform.openai.com/), with access to GPT-4. 2. A GitHub personal access token (classic) with the repo scope. There are several ways to use PR-Agent: - [Method 1: Use Docker image (no installation required)](INSTALL.md#method-1-use-docker-image-no-installation-required) - [Method 2: Run from source](INSTALL.md#method-2-run-from-source) - [Method 3: Run as a GitHub Action](INSTALL.md#method-3-run-as-a-github-action) - [Method 4: Run as a polling server](INSTALL.md#method-4-run-as-a-polling-server) - Request reviews by tagging your GitHub user on a PR - [Method 5: Run as a GitHub App](INSTALL.md#method-5-run-as-a-github-app) - Allowing you to automate the review process on your private or public repositories - [Method 6: Deploy as a Lambda Function](INSTALL.md#method-6---deploy-as-a-lambda-function) - [Method 7: AWS CodeCommit](INSTALL.md#method-7---aws-codecommit-setup) - [Method 8: Run a GitLab webhook server](INSTALL.md#method-8---run-a-gitlab-webhook-server) - [Method 9: Run as a Bitbucket Pipeline](INSTALL.md#method-9-run-as-a-bitbucket-pipeline) ## PR-Agent Pro 💎 [PR-Agent Pro](https://www.codium.ai/pricing/) is a hosted version of PR-Agent, provided by CodiumAI. It is available for a monthly fee, and provides the following benefits: 1. **Fully managed** - We take care of everything for you - hosting, models, regular updates, and more. Installation is as simple as signing up and adding the PR-Agent app to your GitHub\BitBucket repo. 2. **Improved privacy** - No data will be stored or used to train models. PR-Agent Pro will employ zero data retention, and will use an OpenAI account with zero data retention. 3. **Improved support** - PR-Agent Pro users will receive priority support, and will be able to request new features and capabilities. 4. **Extra features** -In addition to the benefits listed above, PR-Agent Pro will emphasize more customization, and the usage of static code analysis, in addition to LLM logic, to improve results. It has the following additional features: - [**SOC2 compliance check**](https://github.com/Codium-ai/pr-agent/blob/main/docs/REVIEW.md#soc2-ticket-compliance-) - [**PR documentation**](https://github.com/Codium-ai/pr-agent/blob/main/docs/ADD_DOCUMENTATION.md) - [**Custom labels**](https://github.com/Codium-ai/pr-agent/blob/main/docs/DESCRIBE.md#handle-custom-labels-from-the-repos-labels-page-gem) - [**Global configuration**](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#global-configuration-file-) - [**Analyze PR components**](https://github.com/Codium-ai/pr-agent/blob/main/docs/Analyze.md) - **Custom Code Suggestions** [WIP] - **Chat on Specific Code Lines** [WIP] ## How it works The following diagram illustrates PR-Agent tools and their flow: ![PR-Agent Tools](https://codium.ai/images/pr_agent/diagram-v0.9.png) Check out the [PR Compression strategy](./PR_COMPRESSION.md) page for more details on how we convert a code diff to a manageable LLM prompt ## Why use PR-Agent? A reasonable question that can be asked is: `"Why use PR-Agent? What makes it stand out from existing tools?"` Here are some advantages of PR-Agent: - We emphasize **real-life practical usage**. Each tool (review, improve, ask, ...) has a single GPT-4 call, no more. We feel that this is critical for realistic team usage - obtaining an answer quickly (~30 seconds) and affordably. - Our [PR Compression strategy](./PR_COMPRESSION.md) is a core ability that enables to effectively tackle both short and long PRs. - Our JSON prompting strategy enables to have **modular, customizable tools**. For example, the '/review' tool categories can be controlled via the [configuration](pr_agent/settings/configuration.toml) file. Adding additional categories is easy and accessible. - We support **multiple git providers** (GitHub, Gitlab, Bitbucket), **multiple ways** to use the tool (CLI, GitHub Action, GitHub App, Docker, ...), and **multiple models** (GPT-4, GPT-3.5, Anthropic, Cohere, Llama2). ## Data privacy If you host PR-Agent with your OpenAI API key, it is between you and OpenAI. You can read their API data privacy policy here: https://openai.com/enterprise-privacy When using PR-Agent Pro 💎, hosted by CodiumAI, we will not store any of your data, nor will we use it for training. You will also benefit from an OpenAI account with zero data retention. ## Links [![Join our Discord community](https://raw.githubusercontent.com/Codium-ai/codiumai-vscode-release/main/media/docs/Joincommunity.png)](https://discord.gg/kG35uSHDBc) - Discord community: https://discord.gg/kG35uSHDBc - CodiumAI site: https://codium.ai - Blog: https://www.codium.ai/blog/ - Troubleshooting: https://www.codium.ai/blog/technical-faq-and-troubleshooting/ - Support: support@codium.ai